IRGL-RRI: interpretable graph representation learning for plant RNA–RNA interaction discovery by Qingquan Liao, Xuchong Liu, Wei Zhao, Yu Tong, Fangzheng Xu, Xinxin Liu, Yifan Chen

“…Plant RNAs are crucial for plant gene expression and protein synthesis. They modulate the spatial structure of themselves and associated molecules, thereby influencing transcription, translation and gene expression regulation. …”
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Combined drug delivery and treatment monitoring using a single high frequency ultrasound system by Yesna O. Yildiz, Jia-Ling Ruan, Michael D. Gray, Luca Bau, Richard J. Browning, Christophoros Mannaris, Anne E. Kiltie, Borivoj Vojnovic, Eleanor Stride

“…Such frequencies are not commonly used for diagnostic ultrasound due to limited spatial resolution. Therefore, delivery and monitoring of therapeutic ultrasound typically requires two transducers to enable both treatment and imaging. …”
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Assessing Land Use Intensity and Ecosystem Service Dynamics in Citarum Watershed, Indonesia by Irmadi Nahib, Widiatmaka Widiatmaka, Suria Darma Tarigan, Wiwin Ambarwulam, Fadhlullah Ramadhani

“…Specifically, researchers analyze (1) the shifts in LULC and key ES components—water yield (WY), soil conservation (SC), and carbon storage (CS)—from 2010 to 2020, (2) the spatial relationship between land use intensity (LUI) and ES, and (3) the synchronization and distribution patterns of LUI and TES using a coupling coordination degree (CCD) model. …”
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Sliding-Window CNN + Channel-Time Attention Transformer Network Trained with Inertial Measurement Units and Surface Electromyography Data for the Prediction of Muscle Activation an... by Aoyang Bai, Hongyun Song, Yan Wu, Shurong Dong, Gang Feng, Hao Jin

“…This model enables the prediction of muscle activation patterns and kinematics using exclusively IMU data. …”
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Power Transmission Corridors Wildfire Detection for Multi-Scale Fusion and Adaptive Texture Learning Based on Transformers by Yicen Liu, Xi Liu, Zhikun Zheng, Shimin Luo, Yongjun Xiao, Shuxian Wang, Xiaojiang Liu, Zhenhong Sun

“…MATE leverages heterogeneous receptive fields to capture wildfire patterns across spatial scales, while DFPI enhances feature discrimination via scale-aware attention and adaptive resolution fusion. …”
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Exploring the potentialities and challenges of deep learning for simulation and prediction of urban sprawl features by Ange Gabriel Belinga, Stéphane Cedric Tékouabou Koumetio, Mohamed El Haziti

“…Through an examination of DL methodologies, we aim to highlight their effectiveness in capturing the complex spatial patterns and relationships associated with US. …”
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Towards Robust Autonomous Driving: Out-of-Distribution Object Detection in Bird's Eye View Space by Muhammad Asad, Ihsan Ullah, Ganesh Sistu, Michael G. Madden

“…We also introduce a new dataset, NuScenesOOD, derived from the NuScenes dataset, which augments vehicles with patterns and shapes to challenge the model. Additionally, we address challenges such as patch size inconsistency and occlusion from moving frames in BeV space. …”
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Convolutional Neural Networks—Long Short-Term Memory—Attention: A Novel Model for Wear State Prediction Based on Oil Monitoring Data by Ying Du, Hui Wei, Tao Shao, Shishuai Chen, Jianlei Wang, Chunguo Zhou, Yanchao Zhang

“…Initially, the CNN performs hierarchical extraction of localized patterns from multi-sensor tribological signals. Subsequently, the self-attention mechanism conducts adaptive recalibration of feature saliency, prioritizing diagnostically critical feature channels. …”
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HCMMA-Net: A Hybrid Convolutional Multi-Modal Attention Network for Human Activity Recognition in Smart Homes Using Wearable Sensor Data by Nazish Ashfaq, Zeeshan Aziz, Muhammad Hassan Khan, Muhammad Adeel Nisar, Adnan Khalid

“…The model exhibits robust generalization across complex activity patterns and sensor configurations, underscoring the significance of multi-modal integration in advancing HAR systems. …”
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Integrating circuit theory and network modeling to identify ecosystem carbon sequestration service flow networks by Chen Qu, Jia Xu, Wen Li, Yucen Zhai, Yiting Wang, Baozhu Liu, Shaoning Yan

“…The response of carbon sequestration services to landscape patterns and network topology indicators showed a nonlinear relationship, exhibiting a threshold effect. …”
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Spatiotemporal Heterogeneity of Long-Term Irrigation Effects on Drought in China’s Arid and Humid Regions by Enyu Du, Fang Chen, Huicong Jia, Guangrong Chen, Yu Chen, Lei Wang

“…The spatiotemporal evolution patterns, trends, and correlations of MD and AD in Xinjiang and the Middle-lower Yangtze Plain (MYP) are investigated. …”
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A data-driven reduced-order model for fast prediction of resonant acoustic flow under vertical vibration based on secondary decomposition by Yuqi Gao, Ning Ma, Shifu Zhu, Pengchao Zhang, Hongxing Liu, Zhongyuan Xie

“…This study introduces a non-intrusive reduced-order modeling (ROM) approach to learn fluid motion patterns and forecast flow field evolution. The original dataset is derived from an experimentally validated computational fluid dynamics model. …”
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Seditious Spaces by Nurul Azreen Azlan

“…Other protests that have taken place in Kuala Lumpur since 1998, when new media started playing a role, were also mapped; this was crucial for the understanding of the spatial patterns of the protests. By tracing the production of architecture in Malaysia we can see how the nation-building project was an ambivalent one, evidenced by how the state mapped their aspirations onto the built environment. …”
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Analysis of embodied carbon and air pollutant transfers in China’s interprovincial trade in the context of regional environmental collaborative governance by Jingan Zhu, Yue Ling, Ping Jiang

“…The key findings are as follows: (1) At the inter-provincial scale, China’s 2017 carbon and air pollutant equivalent transfers exhibited two key trends: importer provinces increased numerically while transfer distribution demonstrated diversified concentration patterns. Notably, significant quadrant shifts in the synergistic control coordinate system enabled identification of environmentally underperforming provinces, informing spatially targeted policy interventions. (2) At the regional scale, the Middle Yellow River and Southwest Economic Zone have transitioned into primary net exporters and importers respectively of embodied carbon and air pollutant equivalents. …”
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Advancing Heat Health Risk Assessment: Hotspot Identification of Heat Stress and Risk Across Municipalities in Algiers, Algeria by Dyna Chourouk Zitouni, Djihed Berkouk, Mohamed Elhadi Matallah, Mohamed Akram Eddine Ben Ratmia, Shady Attia

“…For a comprehensive long-term assessment (2001–2023) of heat-related risks in Algiers, multi-decade satellite, meteorological, and census data were used in this study to map and assess spatial patterns of the Heat Health Risk Index (HHRI) within the framework established by the Intergovernmental Panel on Climate Change (IPCC) incorporating hazard, exposure and vulnerability components. …”
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Psychophysiological changes during workspace virtualization by I. V. Tarasova, M. S. Nikitenko, O. A. Trubnikova, I. N. Kukhareva, D. S. Kupriyanova, A. S. Sosnina, O. L. Barbarash

“…Probably, the observed electroencephalography changes corresponded to the patterns of brain activation associated with cognitive load and the resulting fatigue.Conclusions. …”
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KT-Deblur: Kolmogorov–Arnold and Transformer Networks for Remote Sensing Image Deblurring by Baoyu Zhu, Zekun Li, Qunbo Lv, Zheng Tan, Kai Zhang

“…Supported by the Fast Spatial Feature Module (FSFM), it effectively improves the model’s ability to handle complex blur patterns. …”
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Interlayer excitons diffusion and transport in van der Waals heterostructures by Yingying Chen, Qiubao Lin, Haizhen Wang, Dehui Li

“…Further twisting the stacked TMD monolayers can create long-term periodic moiré patterns with spatially modified band structures and varying moiré potentials, featuring tailored traps that can induce strong correlations with density–dependent phase transitions to modulate the exciton transport. …”
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Modeling dynamics on the dance floor with directional swarmalators by Petri Toiviainen, Petri Toiviainen, Joshua S. Bamford, Joshua S. Bamford, Joshua S. Bamford, Marc R. Thompson, Marc R. Thompson

“…It establishes a quantitative framework to dissect how individuals on dance floors self-organize and generate emergent patterns in response to both musical stimuli and visual perception of other dancers. …”
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D-Band Channel Modeling in Data Centers and Industrial Environments by Yunqi Feng, Mamoun Guenach, Nazar Muhammad Idrees, Claude Desset, David Plets, Wout Joseph, Emmeric Tanghe

“…An accurate multipath estimation framework, exploiting measured antenna radiation patterns, is utilized to extract multipath components (MPCs) with 0.1° angular resolution for precise large- and small-scale channel characterization. …”
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